Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	6
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 KiB
Average record size in memory	194.7 B

Variable types

NUM	20

Reproduction

Analysis started	2020-06-10 15:52:18.789250
Analysis finished	2020-06-10 15:52:56.851645
Duration	38.06 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`ert-January` is highly correlated with `rf-January` and 1 other fields	High correlation
`rf-January` is highly correlated with `ert-January` and 1 other fields	High correlation
`dt-January` is highly correlated with `rf-January` and 1 other fields	High correlation
`rf-April` is highly correlated with `lr-January` and 9 other fields	High correlation
`lr-January` is highly correlated with `rf-April` and 9 other fields	High correlation
`ert-April` is highly correlated with `lr-January` and 10 other fields	High correlation
`dt-April` is highly correlated with `lr-January` and 10 other fields	High correlation
`lr-July` is highly correlated with `lr-April` and 4 other fields	High correlation
`lr-April` is highly correlated with `lr-July`	High correlation
`rf-July` is highly correlated with `lr-January` and 8 other fields	High correlation
`ert-July` is highly correlated with `lr-January` and 8 other fields	High correlation
`dt-July` is highly correlated with `lr-January` and 8 other fields	High correlation
`lr-October` is highly correlated with `lr-January` and 10 other fields	High correlation
`rf-October` is highly correlated with `lr-January` and 5 other fields	High correlation
`ert-October` is highly correlated with `lr-January` and 6 other fields	High correlation
`dt-October` is highly correlated with `lr-January` and 9 other fields	High correlation
`lr-Year` is highly correlated with `rf-April` and 7 other fields	High correlation
`rf-Year` is highly correlated with `ert-July` and 2 other fields	High correlation
`ert-Year` is highly correlated with `rf-Year`	High correlation
`dt-Year` is highly correlated with `rf-Year`	High correlation
`lr-January` has unique values	Unique
`rf-January` has unique values	Unique
`ert-January` has unique values	Unique
`dt-January` has unique values	Unique
`lr-April` has unique values	Unique
`rf-April` has unique values	Unique
`ert-April` has unique values	Unique
`dt-April` has unique values	Unique
`lr-July` has unique values	Unique
`rf-July` has unique values	Unique
`ert-July` has unique values	Unique
`dt-July` has unique values	Unique
`lr-October` has unique values	Unique
`rf-October` has unique values	Unique
`ert-October` has unique values	Unique
`dt-October` has unique values	Unique
`lr-Year` has unique values	Unique
`rf-Year` has unique values	Unique
`ert-Year` has unique values	Unique
`dt-Year` has unique values	Unique

lr-January
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.33363289925005873
Minimum	0.119905961145369
Maximum	0.4824955531038594
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.1199059611
5-th percentile	0.1663831635
Q1	0.3138516503
median	0.3568974785
Q3	0.3787977821
95-th percentile	0.4568182033
Maximum	0.4824955531
Range	0.362589592
Interquartile range (IQR)	0.06494613185

Descriptive statistics

Standard deviation	0.1204515081
Coefficient of variation (CV)	0.3610300674
Kurtosis	2.349477889
Mean	0.3336328993
Median Absolute Deviation (MAD)	0.03698569169
Skewness	-1.083565013
Sum	2.001797396
Variance	0.0145085658

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3058147704	1	16.7%
0.3797861538	1	16.7%
0.1199059611	1	16.7%
0.3379622899	1	16.7%
0.3758326671	1	16.7%
0.4824955531	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1199059611	1	16.7%
0.3058147704	1	16.7%
0.3379622899	1	16.7%
0.3758326671	1	16.7%
0.3797861538	1	16.7%
0.4824955531	1	16.7%

Value	Count	Frequency (%)
0.4824955531	1	16.7%
0.3797861538	1	16.7%
0.3758326671	1	16.7%
0.3379622899	1	16.7%
0.3058147704	1	16.7%
0.1199059611	1	16.7%

rf-January
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.15132679427837134
Minimum	0.06717071261130797
Maximum	0.307567015599354
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.06717071261
5-th percentile	0.07531708447
Q1	0.1037497628
median	0.1361928866
Q3	0.1599746287
95-th percentile	0.2709455278
Maximum	0.3075670156
Range	0.240396303
Interquartile range (IQR)	0.05622486592

Descriptive statistics

Standard deviation	0.08431300929
Coefficient of variation (CV)	0.5571584972
Kurtosis	2.819663336
Mean	0.1513267943
Median Absolute Deviation (MAD)	0.03066243208
Skewness	1.520029762
Sum	0.9079607657
Variance	0.007108683535

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3075670156	1	16.7%
0.1566553222	1	16.7%
0.09975620005	1	16.7%
0.115730451	1	16.7%
0.1610810642	1	16.7%
0.06717071261	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.06717071261	1	16.7%
0.09975620005	1	16.7%
0.115730451	1	16.7%
0.1566553222	1	16.7%
0.1610810642	1	16.7%
0.3075670156	1	16.7%

Value	Count	Frequency (%)
0.3075670156	1	16.7%
0.1610810642	1	16.7%
0.1566553222	1	16.7%
0.115730451	1	16.7%
0.09975620005	1	16.7%
0.06717071261	1	16.7%

ert-January
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.11087921385282297
Minimum	0.07039295279321713
Maximum	0.16355263565235972
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.07039295279
5-th percentile	0.07380957075
Q1	0.08621489472
median	0.103359939
Q3	0.1339224373
95-th percentile	0.1578020747
Maximum	0.1635526357
Range	0.09315968286
Interquartile range (IQR)	0.04770754254

Descriptive statistics

Standard deviation	0.0356495499
Coefficient of variation (CV)	0.3215169793
Kurtosis	-1.141687301
Mean	0.1108792139
Median Absolute Deviation (MAD)	0.02613375032
Skewness	0.5337937394
Sum	0.6652752831
Variance	0.001270890408

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.08405942461	1	16.7%
0.1635526357	1	16.7%
0.07039295279	1	16.7%
0.140550392	1	16.7%
0.114038573	1	16.7%
0.09268130506	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.07039295279	1	16.7%
0.08405942461	1	16.7%
0.09268130506	1	16.7%
0.114038573	1	16.7%
0.140550392	1	16.7%
0.1635526357	1	16.7%

Value	Count	Frequency (%)
0.1635526357	1	16.7%
0.140550392	1	16.7%
0.114038573	1	16.7%
0.09268130506	1	16.7%
0.08405942461	1	16.7%
0.07039295279	1	16.7%

dt-January
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2020512997987701
Minimum	0.06326931032784844
Maximum	0.3858983625184741
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.06326931033
5-th percentile	0.08402115712
Q1	0.1521547366
median	0.1961879932
Q3	0.2240123647
95-th percentile	0.3455456324
Maximum	0.3858983625
Range	0.3226290522
Interquartile range (IQR)	0.07185762807

Descriptive statistics

Standard deviation	0.1078303813
Coefficient of variation (CV)	0.5336782362
Kurtosis	1.643750346
Mean	0.2020512998
Median Absolute Deviation (MAD)	0.03910537232
Skewness	0.8024935297
Sum	1.212307799
Variance	0.01162739113

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.169788854	1	16.7%
0.06326931033	1	16.7%
0.3858983625	1	16.7%
0.1462766975	1	16.7%
0.2244874421	1	16.7%
0.2225871324	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.06326931033	1	16.7%
0.1462766975	1	16.7%
0.169788854	1	16.7%
0.2225871324	1	16.7%
0.2244874421	1	16.7%
0.3858983625	1	16.7%

Value	Count	Frequency (%)
0.3858983625	1	16.7%
0.2244874421	1	16.7%
0.2225871324	1	16.7%
0.169788854	1	16.7%
0.1462766975	1	16.7%
0.06326931033	1	16.7%

lr-April
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.33723078356228814
Minimum	0.05611004389373008
Maximum	0.4864112565596948
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.05611004389
5-th percentile	0.1119359933
Q1	0.3008635078
median	0.3742250617
Q3	0.4355589812
95-th percentile	0.4780583014
Maximum	0.4864112566
Range	0.4303012127
Interquartile range (IQR)	0.1346954733

Descriptive statistics

Standard deviation	0.1555175032
Coefficient of variation (CV)	0.4611604598
Kurtosis	2.051102034
Mean	0.3372307836
Median Absolute Deviation (MAD)	0.08679279724
Skewness	-1.389340113
Sum	2.023384701
Variance	0.0241856938

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4864112566	1	16.7%
0.3652125067	1	16.7%
0.05611004389	1	16.7%
0.452999436	1	16.7%
0.3832376166	1	16.7%
0.2794138415	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05611004389	1	16.7%
0.2794138415	1	16.7%
0.3652125067	1	16.7%
0.3832376166	1	16.7%
0.452999436	1	16.7%
0.4864112566	1	16.7%

Value	Count	Frequency (%)
0.4864112566	1	16.7%
0.452999436	1	16.7%
0.3832376166	1	16.7%
0.3652125067	1	16.7%
0.2794138415	1	16.7%
0.05611004389	1	16.7%

rf-April
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.11210771433489321
Minimum	0.035367278827838154
Maximum	0.1562164538583798
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.03536727883
5-th percentile	0.05149113119
Q1	0.1016160599
median	0.1205545172
Q3	0.1386263379
95-th percentile	0.1521850481
Maximum	0.1562164539
Range	0.120849175
Interquartile range (IQR)	0.037010278

Descriptive statistics

Standard deviation	0.04309190611
Coefficient of variation (CV)	0.3843794905
Kurtosis	1.736932298
Mean	0.1121077143
Median Absolute Deviation (MAD)	0.02011407124
Skewness	-1.257283909
Sum	0.672646286
Variance	0.001856912373

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.03536727883	1	16.7%
0.1562164539	1	16.7%
0.09986268827	1	16.7%
0.1068761749	1	16.7%
0.1400908307	1	16.7%
0.1342328594	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03536727883	1	16.7%
0.09986268827	1	16.7%
0.1068761749	1	16.7%
0.1342328594	1	16.7%
0.1400908307	1	16.7%
0.1562164539	1	16.7%

Value	Count	Frequency (%)
0.1562164539	1	16.7%
0.1400908307	1	16.7%
0.1342328594	1	16.7%
0.1068761749	1	16.7%
0.09986268827	1	16.7%
0.03536727883	1	16.7%

ert-April
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08574586055121954
Minimum	0.032018744998587936
Maximum	0.13090203164854447
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.032018745
5-th percentile	0.04122245573
Q1	0.07222020576
median	0.08614870972
Q3	0.1052968745
95-th percentile	0.1257823686
Maximum	0.1309020316
Range	0.09888328665
Interquartile range (IQR)	0.03307666875

Descriptive statistics

Standard deviation	0.03420356021
Coefficient of variation (CV)	0.3988945938
Kurtosis	0.3700590038
Mean	0.08574586055
Median Absolute Deviation (MAD)	0.02079489566
Skewness	-0.3957589807
Sum	0.5144751633
Variance	0.001169883531

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.08991736023	1	16.7%
0.06883358794	1	16.7%
0.1104233793	1	16.7%
0.032018745	1	16.7%
0.1309020316	1	16.7%
0.08238005922	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.032018745	1	16.7%
0.06883358794	1	16.7%
0.08238005922	1	16.7%
0.08991736023	1	16.7%
0.1104233793	1	16.7%
0.1309020316	1	16.7%

Value	Count	Frequency (%)
0.1309020316	1	16.7%
0.1104233793	1	16.7%
0.08991736023	1	16.7%
0.08238005922	1	16.7%
0.06883358794	1	16.7%
0.032018745	1	16.7%

dt-April
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.15703710182004257
Minimum	0.038348814197011305
Maximum	0.2284040012733522
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.0383488142
5-th percentile	0.06486397392
Q1	0.1456633557
median	0.1680465854
Q3	0.1928924055
95-th percentile	0.2200447938
Maximum	0.2284040013
Range	0.1900551871
Interquartile range (IQR)	0.04722904985

Descriptive statistics

Standard deviation	0.06590027508
Coefficient of variation (CV)	0.419647805
Kurtosis	2.18443478
Mean	0.1570371018
Median Absolute Deviation (MAD)	0.02527885922
Skewness	-1.289679719
Sum	0.9422226109
Variance	0.004342846256

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1949671715	1	16.7%
0.1444094531	1	16.7%
0.1494250634	1	16.7%
0.0383488142	1	16.7%
0.2284040013	1	16.7%
0.1866681074	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0383488142	1	16.7%
0.1444094531	1	16.7%
0.1494250634	1	16.7%
0.1866681074	1	16.7%
0.1949671715	1	16.7%
0.2284040013	1	16.7%

Value	Count	Frequency (%)
0.2284040013	1	16.7%
0.1949671715	1	16.7%
0.1866681074	1	16.7%
0.1494250634	1	16.7%
0.1444094531	1	16.7%
0.0383488142	1	16.7%

lr-July
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.35993037909060827
Minimum	0.13115443546171146
Maximum	0.4749322206105218
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.1311544355
5-th percentile	0.1784109598
Q1	0.32802148
median	0.3955399512
Q3	0.4415602826
95-th percentile	0.4667579613
Maximum	0.4749322206
Range	0.3437777851
Interquartile range (IQR)	0.1135388026

Descriptive statistics

Standard deviation	0.1267480186
Coefficient of variation (CV)	0.3521459313
Kurtosis	1.894331729
Mean	0.3599303791
Median Absolute Deviation (MAD)	0.06102732538
Skewness	-1.392912074
Sum	2.159582275
Variance	0.01606506021

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4422351834	1	16.7%
0.4749322206	1	16.7%
0.3515443222	1	16.7%
0.3201805326	1	16.7%
0.1311544355	1	16.7%
0.4395355803	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1311544355	1	16.7%
0.3201805326	1	16.7%
0.3515443222	1	16.7%
0.4395355803	1	16.7%
0.4422351834	1	16.7%
0.4749322206	1	16.7%

Value	Count	Frequency (%)
0.4749322206	1	16.7%
0.4422351834	1	16.7%
0.4395355803	1	16.7%
0.3515443222	1	16.7%
0.3201805326	1	16.7%
0.1311544355	1	16.7%

rf-July
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.12951640613426021
Minimum	0.022577378754648242
Maximum	0.22339438485509988
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.02257737875
5-th percentile	0.04051870017
Q1	0.1017797059
median	0.1363103392
Q3	0.1602549598
95-th percentile	0.2085866212
Maximum	0.2233943849
Range	0.2008170061
Interquartile range (IQR)	0.05847525393

Descriptive statistics

Standard deviation	0.06793758869
Coefficient of variation (CV)	0.5245481303
Kurtosis	0.7015220111
Mean	0.1295164061
Median Absolute Deviation (MAD)	0.03491033295
Skewness	-0.3738996195
Sum	0.7770984368
Variance	0.004615515957

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2233943849	1	16.7%
0.1641633303	1	16.7%
0.1485298482	1	16.7%
0.1240908302	1	16.7%
0.02257737875	1	16.7%
0.0943426644	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02257737875	1	16.7%
0.0943426644	1	16.7%
0.1240908302	1	16.7%
0.1485298482	1	16.7%
0.1641633303	1	16.7%
0.2233943849	1	16.7%

Value	Count	Frequency (%)
0.2233943849	1	16.7%
0.1641633303	1	16.7%
0.1485298482	1	16.7%
0.1240908302	1	16.7%
0.0943426644	1	16.7%
0.02257737875	1	16.7%

ert-July
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08451028930561244
Minimum	0.02096914575758375
Maximum	0.11517455522648233
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.02096914576
5-th percentile	0.03367377401
Q1	0.07505545768
median	0.09270633962
Q3	0.1104267288
95-th percentile	0.1148103406
Maximum	0.1151745552
Range	0.09420540947
Interquartile range (IQR)	0.03537127116

Descriptive statistics

Standard deviation	0.03535598575
Coefficient of variation (CV)	0.4183630897
Kurtosis	1.815902654
Mean	0.08451028931
Median Absolute Deviation (MAD)	0.02096501906
Skewness	-1.362499324
Sum	0.5070617358
Variance	0.001250045728

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1151745552	1	16.7%
0.1005538248	1	16.7%
0.08485885447	1	16.7%
0.02096914576	1	16.7%
0.07178765875	1	16.7%
0.1137176969	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02096914576	1	16.7%
0.07178765875	1	16.7%
0.08485885447	1	16.7%
0.1005538248	1	16.7%
0.1137176969	1	16.7%
0.1151745552	1	16.7%

Value	Count	Frequency (%)
0.1151745552	1	16.7%
0.1137176969	1	16.7%
0.1005538248	1	16.7%
0.08485885447	1	16.7%
0.07178765875	1	16.7%
0.02096914576	1	16.7%

dt-July
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1895569205366009
Minimum	0.023337880200460803
Maximum	0.34169361573760143
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.0233378802
5-th percentile	0.05333833777
Q1	0.1533066801
median	0.1910955584
Q3	0.2348302819
95-th percentile	0.3179650118
Maximum	0.3416936157
Range	0.3183557355
Interquartile range (IQR)	0.08152360179

Descriptive statistics

Standard deviation	0.1061262815
Coefficient of variation (CV)	0.5598649798
Kurtosis	1.003050016
Mean	0.1895569205
Median Absolute Deviation (MAD)	0.05171974477
Skewness	-0.2464468287
Sum	1.137341523
Variance	0.01126278762

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3416936157	1	16.7%
0.1989835277	1	16.7%
0.1433397105	1	16.7%
0.1832075891	1	16.7%
0.0233378802	1	16.7%
0.2467792	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0233378802	1	16.7%
0.1433397105	1	16.7%
0.1832075891	1	16.7%
0.1989835277	1	16.7%
0.2467792	1	16.7%
0.3416936157	1	16.7%

Value	Count	Frequency (%)
0.3416936157	1	16.7%
0.2467792	1	16.7%
0.1989835277	1	16.7%
0.1832075891	1	16.7%
0.1433397105	1	16.7%
0.0233378802	1	16.7%

lr-October
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.31035700896660456
Minimum	0.11574182438310665
Maximum	0.4689741821398079
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.1157418244
5-th percentile	0.1617649102
Q1	0.3019274907
median	0.3113528291
Q3	0.3447892157
95-th percentile	0.4404521919
Maximum	0.4689741821
Range	0.3532323578
Interquartile range (IQR)	0.04286172508

Descriptive statistics

Standard deviation	0.1141488753
Coefficient of variation (CV)	0.3677986061
Kurtosis	2.290597477
Mean	0.310357009
Median Absolute Deviation (MAD)	0.02752602678
Skewness	-0.6642308453
Sum	1.862142054
Variance	0.01302996573

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4689741821	1	16.7%
0.3082074592	1	16.7%
0.3548862214	1	16.7%
0.3144981989	1	16.7%
0.2998341678	1	16.7%
0.1157418244	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1157418244	1	16.7%
0.2998341678	1	16.7%
0.3082074592	1	16.7%
0.3144981989	1	16.7%
0.3548862214	1	16.7%
0.4689741821	1	16.7%

Value	Count	Frequency (%)
0.4689741821	1	16.7%
0.3548862214	1	16.7%
0.3144981989	1	16.7%
0.3082074592	1	16.7%
0.2998341678	1	16.7%
0.1157418244	1	16.7%

rf-October
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.12197957019517393
Minimum	0.046202068174082914
Maximum	0.18992672629845428
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.04620206817
5-th percentile	0.06447323568
Q1	0.1196636275
median	0.1212072959
Q3	0.1309405466
95-th percentile	0.1759568689
Maximum	0.1899267263
Range	0.1437246581
Interquartile range (IQR)	0.01127691917

Descriptive statistics

Standard deviation	0.04585512219
Coefficient of variation (CV)	0.3759246087
Kurtosis	2.348487675
Mean	0.1219795702
Median Absolute Deviation (MAD)	0.007380279244
Skewness	-0.3724241098
Sum	0.7318774212
Variance	0.002102692231

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1340472967	1	16.7%
0.1899267263	1	16.7%
0.04620206817	1	16.7%
0.1207942953	1	16.7%
0.1216202965	1	16.7%
0.1192867382	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04620206817	1	16.7%
0.1192867382	1	16.7%
0.1207942953	1	16.7%
0.1216202965	1	16.7%
0.1340472967	1	16.7%
0.1899267263	1	16.7%

Value	Count	Frequency (%)
0.1899267263	1	16.7%
0.1340472967	1	16.7%
0.1216202965	1	16.7%
0.1207942953	1	16.7%
0.1192867382	1	16.7%
0.04620206817	1	16.7%

ert-October
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09528968096763224
Minimum	0.04713882874117527
Maximum	0.13580809164755311
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.04713882874
5-th percentile	0.05868914265
Q1	0.09359746541
median	0.09495696405
Q3	0.1030389446
95-th percentile	0.128240357
Maximum	0.1358080916
Range	0.08866926291
Interquartile range (IQR)	0.009441479196

Descriptive statistics

Standard deviation	0.02853057713
Coefficient of variation (CV)	0.299408885
Kurtosis	2.288175128
Mean	0.09528968097
Median Absolute Deviation (MAD)	0.006098534293
Skewness	-0.5690212523
Sum	0.5717380858
Variance	0.0008139938314

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1358080916	1	16.7%
0.1055371529	1	16.7%
0.09334008436	1	16.7%
0.09554431957	1	16.7%
0.09436960854	1	16.7%
0.04713882874	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04713882874	1	16.7%
0.09334008436	1	16.7%
0.09436960854	1	16.7%
0.09554431957	1	16.7%
0.1055371529	1	16.7%
0.1358080916	1	16.7%

Value	Count	Frequency (%)
0.1358080916	1	16.7%
0.1055371529	1	16.7%
0.09554431957	1	16.7%
0.09436960854	1	16.7%
0.09334008436	1	16.7%
0.04713882874	1	16.7%

dt-October
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.18207866157420047
Minimum	0.050429933677600826
Maximum	0.2846089004201243
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.05042993368
5-th percentile	0.08029199393
Q1	0.1743730088
median	0.1895569921
Q3	0.2041448506
95-th percentile	0.2655669194
Maximum	0.2846089004
Range	0.2341789667
Interquartile range (IQR)	0.02977184184

Descriptive statistics

Standard deviation	0.07590163146
Coefficient of variation (CV)	0.4168617607
Kurtosis	2.426807095
Mean	0.1820786616
Median Absolute Deviation (MAD)	0.01928140093
Skewness	-0.8139113875
Sum	1.092471969
Variance	0.005761057658

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.191256473	1	16.7%
0.2846089004	1	16.7%
0.2084409765	1	16.7%
0.05042993368	1	16.7%
0.1698781747	1	16.7%
0.1878575112	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05042993368	1	16.7%
0.1698781747	1	16.7%
0.1878575112	1	16.7%
0.191256473	1	16.7%
0.2084409765	1	16.7%
0.2846089004	1	16.7%

Value	Count	Frequency (%)
0.2846089004	1	16.7%
0.2084409765	1	16.7%
0.191256473	1	16.7%
0.1878575112	1	16.7%
0.1698781747	1	16.7%
0.05042993368	1	16.7%

lr-Year
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3303154835067015
Minimum	0.1739677805891321
Maximum	0.4292079547444394
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.1739677806
5-th percentile	0.2014630978
Q1	0.2947674934
median	0.3460616496
Q3	0.3932087312
95-th percentile	0.4225671703
Maximum	0.4292079547
Range	0.2552401742
Interquartile range (IQR)	0.09844123781

Descriptive statistics

Standard deviation	0.0925325779
Coefficient of variation (CV)	0.2801339402
Kurtosis	0.6877187647
Mean	0.3303154835
Median Absolute Deviation (MAD)	0.05934788387
Skewness	-0.9597498009
Sum	1.981892901
Variance	0.008562277973

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4292079547	1	16.7%
0.1739677806	1	16.7%
0.3649004737	1	16.7%
0.3272228256	1	16.7%
0.4026448171	1	16.7%
0.2839490493	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1739677806	1	16.7%
0.2839490493	1	16.7%
0.3272228256	1	16.7%
0.3649004737	1	16.7%
0.4026448171	1	16.7%
0.4292079547	1	16.7%

Value	Count	Frequency (%)
0.4292079547	1	16.7%
0.4026448171	1	16.7%
0.3649004737	1	16.7%
0.3272228256	1	16.7%
0.2839490493	1	16.7%
0.1739677806	1	16.7%

rf-Year
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08645090822270486
Minimum	0.03215376836023877
Maximum	0.10815101320418047
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.03215376836
5-th percentile	0.03907900693
Q1	0.07120067952
median	0.1052466238
Q3	0.1073531975
95-th percentile	0.1081264343
Maximum	0.1081510132
Range	0.07599724484
Interquartile range (IQR)	0.036152518

Descriptive statistics

Standard deviation	0.03255649343
Coefficient of variation (CV)	0.3765893742
Kurtosis	-0.09315632994
Mean	0.08645090822
Median Absolute Deviation (MAD)	0.002855231602
Skewness	-1.263307896
Sum	0.5187054493
Variance	0.001059925264

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.05985472263	1	16.7%
0.1081510132	1	16.7%
0.1080526976	1	16.7%
0.1052546974	1	16.7%
0.1052385502	1	16.7%
0.03215376836	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03215376836	1	16.7%
0.05985472263	1	16.7%
0.1052385502	1	16.7%
0.1052546974	1	16.7%
0.1080526976	1	16.7%
0.1081510132	1	16.7%

Value	Count	Frequency (%)
0.1081510132	1	16.7%
0.1080526976	1	16.7%
0.1052546974	1	16.7%
0.1052385502	1	16.7%
0.05985472263	1	16.7%
0.03215376836	1	16.7%

ert-Year
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06812514747658639
Minimum	0.04697989289681595
Maximum	0.07999164378879091
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.0469798929
5-th percentile	0.0481554014
Q1	0.05748566141
median	0.07589131477
Q3	0.07795753495
95-th percentile	0.07957243077
Maximum	0.07999164379
Range	0.03301175089
Interquartile range (IQR)	0.02047187353

Descriptive statistics

Standard deviation	0.01472921212
Coefficient of variation (CV)	0.2162081502
Kurtosis	-1.615399686
Mean	0.06812514748
Median Absolute Deviation (MAD)	0.003261902985
Skewness	-0.9565251615
Sum	0.4087508849
Variance	0.0002169496897

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.07688576461	1	16.7%
0.05168192691	1	16.7%
0.0469798929	1	16.7%
0.07831479172	1	16.7%
0.07999164379	1	16.7%
0.07489686493	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0469798929	1	16.7%
0.05168192691	1	16.7%
0.07489686493	1	16.7%
0.07688576461	1	16.7%
0.07831479172	1	16.7%
0.07999164379	1	16.7%

Value	Count	Frequency (%)
0.07999164379	1	16.7%
0.07831479172	1	16.7%
0.07688576461	1	16.7%
0.07489686493	1	16.7%
0.05168192691	1	16.7%
0.0469798929	1	16.7%

dt-Year
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	6
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.12991607043896955
Minimum	0.03687726382718098
Maximum	0.16870972712318485
Zeros	0
Zeros (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	0.03687726383
5-th percentile	0.05865621119
Q1	0.126088758
median	0.1450050273
Q3	0.1593382885
95-th percentile	0.1665088763
Maximum	0.1687097271
Range	0.1318324633
Interquartile range (IQR)	0.03324953051

Descriptive statistics

Standard deviation	0.04872372958
Coefficient of variation (CV)	0.3750400502
Kurtosis	3.511882971
Mean	0.1299160704
Median Absolute Deviation (MAD)	0.0179566353
Skewness	-1.812667393
Sum	0.7794964226
Variance	0.002374001825

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1323758721	1	16.7%
0.03687726383	1	16.7%
0.1599063239	1	16.7%
0.1239930533	1	16.7%
0.1576341824	1	16.7%
0.1687097271	1	16.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03687726383	1	16.7%
0.1239930533	1	16.7%
0.1323758721	1	16.7%
0.1576341824	1	16.7%
0.1599063239	1	16.7%
0.1687097271	1	16.7%

Value	Count	Frequency (%)
0.1687097271	1	16.7%
0.1599063239	1	16.7%
0.1576341824	1	16.7%
0.1323758721	1	16.7%
0.1239930533	1	16.7%
0.03687726383	1	16.7%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	lr-January	rf-January	ert-January	dt-January	lr-April	rf-April	ert-April	dt-April	lr-July	rf-July	ert-July	dt-July	lr-October	rf-October	ert-October	dt-October	lr-Year	rf-Year	ert-Year	dt-Year
0	0.119906	0.067171	0.070393	0.063269	0.056110	0.035367	0.032019	0.038349	0.131154	0.022577	0.020969	0.023338	0.115742	0.046202	0.047139	0.050430	0.173968	0.032154	0.051682	0.036877
1	0.379786	0.307567	0.163553	0.385898	0.279414	0.106876	0.068834	0.149425	0.320181	0.124091	0.084859	0.183208	0.314498	0.121620	0.093340	0.169878	0.283949	0.108151	0.078315	0.168710
2	0.337962	0.156655	0.114039	0.224487	0.452999	0.134233	0.089917	0.194967	0.474932	0.164163	0.100554	0.246779	0.299834	0.119287	0.094370	0.187858	0.364900	0.105255	0.076886	0.157634
3	0.375833	0.115730	0.092681	0.169789	0.486411	0.140091	0.110423	0.186668	0.439536	0.148530	0.115175	0.198984	0.354886	0.120794	0.095544	0.191256	0.402645	0.108053	0.079992	0.159906
4	0.305815	0.099756	0.084059	0.146277	0.383238	0.099863	0.082380	0.144409	0.351544	0.094343	0.071788	0.143340	0.308207	0.134047	0.105537	0.208441	0.327223	0.059855	0.046980	0.123993
5	0.482496	0.161081	0.140550	0.222587	0.365213	0.156216	0.130902	0.228404	0.442235	0.223394	0.113718	0.341694	0.468974	0.189927	0.135808	0.284609	0.429208	0.105239	0.074897	0.132376

Last rows

	lr-January	rf-January	ert-January	dt-January	lr-April	rf-April	ert-April	dt-April	lr-July	rf-July	ert-July	dt-July	lr-October	rf-October	ert-October	dt-October	lr-Year	rf-Year	ert-Year	dt-Year
0	0.119906	0.067171	0.070393	0.063269	0.056110	0.035367	0.032019	0.038349	0.131154	0.022577	0.020969	0.023338	0.115742	0.046202	0.047139	0.050430	0.173968	0.032154	0.051682	0.036877
1	0.379786	0.307567	0.163553	0.385898	0.279414	0.106876	0.068834	0.149425	0.320181	0.124091	0.084859	0.183208	0.314498	0.121620	0.093340	0.169878	0.283949	0.108151	0.078315	0.168710
2	0.337962	0.156655	0.114039	0.224487	0.452999	0.134233	0.089917	0.194967	0.474932	0.164163	0.100554	0.246779	0.299834	0.119287	0.094370	0.187858	0.364900	0.105255	0.076886	0.157634
3	0.375833	0.115730	0.092681	0.169789	0.486411	0.140091	0.110423	0.186668	0.439536	0.148530	0.115175	0.198984	0.354886	0.120794	0.095544	0.191256	0.402645	0.108053	0.079992	0.159906
4	0.305815	0.099756	0.084059	0.146277	0.383238	0.099863	0.082380	0.144409	0.351544	0.094343	0.071788	0.143340	0.308207	0.134047	0.105537	0.208441	0.327223	0.059855	0.046980	0.123993
5	0.482496	0.161081	0.140550	0.222587	0.365213	0.156216	0.130902	0.228404	0.442235	0.223394	0.113718	0.341694	0.468974	0.189927	0.135808	0.284609	0.429208	0.105239	0.074897	0.132376

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows